Granelli is an Italian surname. Notable people with the surname include:
Andy Granelli (born 1979), American drummer Jerry Granelli (1940–2021), American-born Canadian jazz drummer Luigi Granelli (1929–1999), Italian politician Mireille Granelli (born 1936), French actress
See also Gianelli Granelli's Ice Cream, founded in Sheffield, England in 1873.